OM1 Registry Center of Excellence

OM1’s Registry Center of Excellence (CoE) provides unrivaled experience for the design, operational planning and analysis for registries and prospective observational studies.

Recognized Global Leadership in Registry Science

OM1’s Registry Center of Excellence leads the next generation of registries, ensuring scientific integrity, feasibility, and alignment with FDA and EMA best practices. Built on decades of leadership in registry science, the CoE provides strategic consultation, scientific oversight, and data quality expertise to help customers plan and execute registry programs that evolve with their evidence needs.

With unmatched depth and credibility, OM1’s team has helped define the standards for patient registries worldwide as senior editors and authors of AHRQ’s Registries for Evaluating Patient Outcomes: 4th Edition

  • Referenced by FDA, CMS, Cochrane, and the National Academies

  • 1,100+ citations in peer-reviewed literature

  • Principal Investigators for the Registry of Patient Registries and Outcome Measures Framework (HHS)

Strategic Planning & Design

Align concepts with scientific and regulatory goals

Data Collection & Management

Understand best practices and technologies for primary and secondary data collection including EHRs & PROs

Improve Long-term Follow-up and Completion

Strategically leverage ‘decentralized’ approaches, including patient-mediated EHR capture and linkage to other data to ease patient burden and improve follow-up rates

Standardization & Quality Assurance

 Implement rigorous QC practices

Advanced Analytics & AI

Use AI and ML to automate aspects of data processing and enrichment while maintaining regulatory compliance

Regulatory Compliance & Best Practices

Understand what is required for data to be fit for regulatory use and why registries have advantages over other approaches

Outcomes Research & Dissemination

Support peer-reviewed publication and communication

“Registries offer advantages over other real-world data sources because they allow collection of longitudinal, curated data with predefined data elements.”

— FDA Draft Guidance, 2025

Case Studies

Large-scale comparative study for cancer screening for label expansion

>600k patients submitted for new label indication

AI Automation enables largest registry at remarkably lower costs

>1M patients enrolled and followed over 5 years using an agentic-first approach

Powering long-term evidence generation in rare dermatologic disease

A 3 year prospective study with 30+ Centers of Excellence

Meet OM1’s Registry Experts

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Rich Gliklich

Dr. Rich Gliklich is Founder of OM1, an outcomes and technology company focused on using deep clinical data and advanced analytics to measure and predict health outcomes for real-world evidence and value-based care. Rich was Founder and CEO of Outcome Sciences, a registries and comparative effectiveness company that served more than 2500 healthcare organizations and a majority of the global top 30 life sciences companies. Rich led Outcome for 13 years through its acquisition by Quintiles in 2011 and then stayed on at Quintiles through its 2013 IPO. After that, Rich joined General Catalyst Partners as an XIR focused on investments in healthcare companies until founding OM1 in 2015. 

Rich is PI and senior editor of the Agency for Healthcare Research and Quality (AHRQ)’s Registries for Evaluating Patient Outcomes: A User’s Guide, 1st - 4th editions. This is the worldwide reference document for understanding quality in real-world studies and registries. Rich is leading a U.S. government-funded effort to standardize health outcomes measurement across and within conditions called the Outcomes Measures Framework. Stakeholders for that effort include HHS, FDA, CMS, NIH, specialty societies, payers, and patient advocacy organizations. Rich holds patents in medical outcomes systems and devices, and multiple applications around the use of AI with medical data for real-world evidence and personalized healthcare.


Michelle Leavy

Michelle Leavy, MPH, is the Senior Director, Registries at OM1, where she oversees prospective observational studies and patient registries as well as projects related to improving patient registry methodology and harmonizing data and outcome measures across patient registries and clinical practice. Michelle was the managing editor of Registries for Evaluating Patient Outcomes: A User’s Guide, and she led a federally funded effort to harmonize outcome measures across registries and clinical care to support depression research. She previously managed efforts to develop harmonized outcome measures for use in patient registries under the Outcome Measures Framework (OMF) project. At OM1, she leads the Registry Center of Excellence, which provides internal and external consulting on observational study best practices. Michelle is a graduate of Columbia College and the UNC Gillings School of Global Public Health. Ms. Leavy is a recognized international expert in registry and longitudinal study design and operations.


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Ombretta Palucci

Ombretta Palucci is Vice President and Head of Operations, Europe at OM1. Based in Switzerland, she is a pharmaceutical scientist with more than 20 years of leadership in real-world evidence, registries, post-marketing studies, and observational research across Europe. Ombretta brings deep expertise in designing and operationalizing complex registries and has significant experience in global and multi-country studies. Previously, at IQVIA and PAREXEL, she led solution design and delivery for large-scale real-world programs, including oversight of observational studies, pragmatic trials, safety surveillance, and registries. She has extensive experience in global study operations covering regulatory submissions, CRO and vendor management, site activation, patient enrollment, and ethics approvals. She has also managed international teams of up to 100 staff, leading budgets, client engagements, proposal defenses, and business development initiatives. Ombretta holds a Master’s Degree in Pharmaceutical Chemistry and Technology (110/110 cum laude) from the Università degli Studi, Siena, Italy.


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